{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "from vnpy.trader.app.ctaStrategy.ctaBacktesting import BacktestingEngine, OptimizationSetting, MINUTE_DB_NAME\n",
    "from vnpy.trader.app.ctaStrategy.strategy.strategyAtrRsi import AtrRsiStrategy\n",
    "#from vnpy.trader.app.ctaStrategy.strategy.strategyMultiTimeframe import MultiTimeframeStrategy\n",
    "from vnpy.trader.app.ctaStrategy.strategy.strategyMultiSignal import MultiSignalStrategy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# 创建回测引擎对象\n",
    "engine = BacktestingEngine()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# 设置回测使用的数据\n",
    "engine.setBacktestingMode(engine.BAR_MODE)    # 设置引擎的回测模式为K线\n",
    "engine.setDatabase(MINUTE_DB_NAME, 'IF0000')  # 设置使用的历史数据库\n",
    "engine.setStartDate('20130101')               # 设置回测用的数据起始日期"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# 配置回测引擎参数\n",
    "engine.setSlippage(0.2)     # 设置滑点为股指1跳\n",
    "engine.setRate(0.3/10000)   # 设置手续费万0.3\n",
    "engine.setSize(300)         # 设置股指合约大小 \n",
    "engine.setPriceTick(0.2)    # 设置股指最小价格变动   \n",
    "engine.setCapital(1000000)  # 设置回测本金"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# 在引擎中创建策略对象\n",
    "d = {'atrLength': 11}                     # 策略参数配置\n",
    "engine.initStrategy(AtrRsiStrategy, d)    # 创建策略对象\n",
    "#ngine.initStrategy(MultiTimeframeStrategy, d)    \n",
    "#engine.initStrategy(MultiSignalStrategy, {})    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2018-02-16 22:10:48.332000\t开始载入数据\n",
      "2018-02-16 22:10:48.417000\t载入完成，数据量：91381\n",
      "2018-02-16 22:10:48.418000\t开始回测\n",
      "2018-02-16 22:10:48.463000\t策略初始化完成\n",
      "2018-02-16 22:10:48.463000\t策略启动完成\n",
      "2018-02-16 22:10:48.463000\t开始回放数据\n",
      "2018-02-16 22:10:56.057000\t数据回放结束\n"
     ]
    }
   ],
   "source": [
    "# 运行回测\n",
    "engine.runBacktesting()          # 运行回测"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2018-02-16 22:10:56.062000\t计算按日统计结果\n",
      "2018-02-16 22:10:56.304000\t------------------------------\n",
      "2018-02-16 22:10:56.305000\t首个交易日：\t2013-01-11\n",
      "2018-02-16 22:10:56.305000\t最后交易日：\t2014-06-04\n",
      "2018-02-16 22:10:56.305000\t总交易日：\t334\n",
      "2018-02-16 22:10:56.305000\t盈利交易日\t167\n",
      "2018-02-16 22:10:56.305000\t亏损交易日：\t167\n",
      "2018-02-16 22:10:56.305000\t起始资金：\t1000000\n",
      "2018-02-16 22:10:56.305000\t结束资金：\t1,283,473.32\n",
      "2018-02-16 22:10:56.305000\t总收益率：\t28.35%\n",
      "2018-02-16 22:10:56.305000\t年化收益：\t20.37%\n",
      "2018-02-16 22:10:56.305000\t总盈亏：\t283,473.32\n",
      "2018-02-16 22:10:56.305000\t最大回撤: \t-101,191.41\n",
      "2018-02-16 22:10:56.305000\t百分比最大回撤: -9.23%\n",
      "2018-02-16 22:10:56.305000\t总手续费：\t33,266.68\n",
      "2018-02-16 22:10:56.305000\t总滑点：\t94,260.0\n",
      "2018-02-16 22:10:56.305000\t总成交金额：\t1,108,889,460.0\n",
      "2018-02-16 22:10:56.305000\t总成交笔数：\t1,571.0\n",
      "2018-02-16 22:10:56.305000\t日均盈亏：\t848.72\n",
      "2018-02-16 22:10:56.305000\t日均手续费：\t99.6\n",
      "2018-02-16 22:10:56.305000\t日均滑点：\t282.22\n",
      "2018-02-16 22:10:56.305000\t日均成交金额：\t3,320,028.32\n",
      "2018-02-16 22:10:56.305000\t日均成交笔数：\t4.7\n",
      "2018-02-16 22:10:56.305000\t日均收益率：\t0.07%\n",
      "2018-02-16 22:10:56.305000\t收益标准差：\t0.87%\n",
      "2018-02-16 22:10:56.305000\tSharpe Ratio：\t1.3\n"
     ]
    },
    {
     "data": {
      "image/png": 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Vqh5PPCGjhb/+KkHmAw/IyGrHjoX7DKWKk10jgYsWLWLt2rW4Xc1Jnz59OhMn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\nAgAAOBAhEAAAwIH+D021Ozi9hJCHAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xccfd390>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 显示逐日回测结果\n",
    "engine.showDailyResult()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# 显示逐笔回测结果\n",
    "engine.showBacktestingResult()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# 显示前10条成交记录\n",
    "for i in range(10):\n",
    "    d = engine.tradeDict[str(i+1)].__dict__\n",
    "    print 'TradeID: %s, Time: %s, Direction: %s, Price: %s, Volume: %s' %(d['tradeID'], d['dt'], d['direction'], d['price'], d['volume'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# 优化配置\n",
    "setting = OptimizationSetting()                 # 新建一个优化任务设置对象\n",
    "setting.setOptimizeTarget('totalNetPnl')        # 设置优化排序的目标是策略净盈利\n",
    "setting.addParameter('atrLength', 12, 16, 2)    # 增加第一个优化参数atrLength，起始12，结束20，步进2\n",
    "#setting.addParameter('atrMa', 20, 30, 5)        # 增加第二个优化参数atrMa，起始20，结束30，步进5\n",
    "#setting.addParameter('rsiLength', 5)            # 增加一个固定数值的参数\n",
    "\n",
    "# 执行多进程优化\n",
    "import time\n",
    "start = time.time()\n",
    "#resultList = engine.runParallelOptimization(AtrRsiStrategy, setting)\n",
    "resultList = engine.runOptimization(AtrRsiStrategy, setting)\n",
    "print u'耗时：%s' %(time.time()-start)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# 显示优化的所有统计数据\n",
    "for result in resultList:\n",
    "    print '-' * 30\n",
    "    print u'参数：%s，目标：%s' %(result[0], result[1])\n",
    "    print u'统计数据：'\n",
    "    for k, v in result[2].items():\n",
    "        print u'%s：%s' %(k, v)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
